{
 "metadata": {
  "name": "",
  "signature": "sha256:42c7f0a2e074bf6a0327a89649d78a5443ff647ac7b15278f941455b5517079c"
 },
 "nbformat": 3,
 "nbformat_minor": 0,
 "worksheets": [
  {
   "cells": [
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "%pylab inline"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "Populating the interactive namespace from numpy and matplotlib\n"
       ]
      }
     ],
     "prompt_number": 2
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "import  scipy,scipy.misc"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 3
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "img = scipy.misc.lena()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 4
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "img"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 5,
       "text": [
        "array([[162, 162, 162, ..., 170, 155, 128],\n",
        "       [162, 162, 162, ..., 170, 155, 128],\n",
        "       [162, 162, 162, ..., 170, 155, 128],\n",
        "       ..., \n",
        "       [ 43,  43,  50, ..., 104, 100,  98],\n",
        "       [ 44,  44,  55, ..., 104, 105, 108],\n",
        "       [ 44,  44,  55, ..., 104, 105, 108]])"
       ]
      }
     ],
     "prompt_number": 5
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "img.shape"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 6,
       "text": [
        "(512, 512)"
       ]
      }
     ],
     "prompt_number": 6
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "imshow(img)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 7,
       "text": [
        "<matplotlib.image.AxesImage at 0x7fbbbf1eebd0>"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "/usr/lib/pymodules/python2.7/matplotlib/font_manager.py:1236: UserWarning: findfont: Font family ['serif'] not found. Falling back to Bitstream Vera Sans\n",
        "  (prop.get_family(), self.defaultFamily[fontext]))\n",
        "/usr/lib/pymodules/python2.7/matplotlib/font_manager.py:1246: UserWarning: findfont: Could not match :family=Bitstream Vera Sans:style=normal:variant=normal:weight=normal:stretch=normal:size=medium. Returning /usr/share/matplotlib/mpl-data/fonts/ttf/cmb10.ttf\n",
        "  UserWarning)\n"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": "iVBORw0KGgoAAAANSUhEUgAAAQMAAAD+CAYAAAA+qmC4AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
       "text": [
        "<matplotlib.figure.Figure at 0x7fbbd8dd7bd0>"
       ]
      }
     ],
     "prompt_number": 7
    },
    {
     "cell_type": "code",
     "collapsed": true,
     "input": [
      "from io import BytesIO\n",
      "\n",
      "from IPython.core import display\n",
      "from PIL import Image\n",
      "\n",
      "\n",
      "def display_pil_image(im):\n",
      "   \"\"\"Displayhook function for PIL Images, rendered as PNG.\"\"\"\n",
      "\n",
      "   b = BytesIO()\n",
      "   im.save(b, format='png')\n",
      "   data = b.getvalue()\n",
      "\n",
      "   ip_img = display.Image(data=data, format='png', embed=True)\n",
      "   return ip_img._repr_png_()\n",
      "\n",
      "\n",
      "# register display func with PNG formatter:\n",
      "png_formatter = get_ipython().display_formatter.formatters['image/png']\n",
      "dpi = png_formatter.for_type(Image.Image, display_pil_image)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 8
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "im = Image.open('heartocat.png')\n",
      "im"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "png": "iVBORw0KGgoAAAANSUhEUgAAAVAAAAE0CAYAAAB6jWuVAAAzqElEQVR4nO3dd3wcd53/8dd3ZnZV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\n",
       "prompt_number": 9,
       "text": [
        "<PIL.PngImagePlugin.PngImageFile image mode=RGBA size=336x308 at 0x7FBBBF174878>"
       ]
      }
     ],
     "prompt_number": 9
    },
    {
     "cell_type": "code",
     "collapsed": true,
     "input": [
      "from IPython.html.widgets import interactive\n",
      "from IPython.display import display as Display"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 10
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "def rotate(angle):\n",
      "    Display(im.rotate(angle))\n",
      "interactive(rotate ,angle = (0.0,90.0))"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "display_data",
       "png": "iVBORw0KGgoAAAANSUhEUgAAAVAAAAE0CAYAAAB6jWuVAAA5nUlEQVR4nO3dd5wU9fnA8c/M1js6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\nKKsKFKQKFcUjibP8SAUqRAdJ4ixf/w8ZfAZbQPVnFgAAAABJRU5ErkJggg==\n",
       "text": [
        "<PIL.Image.Image image mode=RGBA size=336x308 at 0x7FBBBE2C96C8>"
       ]
      }
     ],
     "prompt_number": 11
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "def rotate(l):\n",
      "    c = im.copy()\n",
      "    c.thumbnail((l,l))\n",
      "    Display(c)\n",
      "interactive(rotate ,l = (0.0,300.0))"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "display_data",
       "png": "iVBORw0KGgoAAAANSUhEUgAAAHYAAABsCAYAAAC/6kbsAAANDklEQVR4nO2de3BU1R3Hv+fs3exu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\no/nCDGIjYsEmS3yY0Qz+D9yURfgFsU3AAAAAAElFTkSuQmCC\n",
       "text": [
        "<PIL.Image.Image image mode=RGBA size=118x108 at 0x7FBBBE2B0EA8>"
       ]
      }
     ],
     "prompt_number": 12
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "import ImageFilter\n",
      "im.filter(ImageFilter.BLUR)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "png": "iVBORw0KGgoAAAANSUhEUgAAAVAAAAE0CAYAAAB6jWuVAABVoklEQVR4nO292W4jy9qm90QyMzlT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\nga8TBDRQZYJwBirN/w/5uXh35VZsGQAAAABJRU5ErkJggg==\n",
       "prompt_number": 13,
       "text": [
        "<PIL.Image.Image image mode=RGBA size=336x308 at 0x7FBBBE2BE9E0>"
       ]
      }
     ],
     "prompt_number": 13
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "impy = Image.open('python-logo.png')\n",
      "impy"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "png": "iVBORw0KGgoAAAANSUhEUgAAASIAAABSCAYAAADw69nDAAAnHElEQVR4nO2dd3wUZf7HP8/M9k2n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\nlLVmCgoK7Y6y1kxBQaHd+X/+tIxjLZeunAAAAABJRU5ErkJggg==\n",
       "prompt_number": 14,
       "text": [
        "<PIL.PngImagePlugin.PngImageFile image mode=RGBA size=290x82 at 0x7FBBBE2BE3F8>"
       ]
      }
     ],
     "prompt_number": 14
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "impy2 = impy.resize(im.size)\n",
      "impy2"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "png": "iVBORw0KGgoAAAANSUhEUgAAAVAAAAE0CAYAAAB6jWuVAAAwf0lEQVR4nO3deXwU5f0H8M/M7GY3\nGyCBAApyCOIBmIRwiFS8SitUEYQYCIVQquLdUrVqtdWf9NCqFaWtbdEWBRQQiOCFWrGKWg1HIOGy\nKqeAHAFy7W72mJnn98fubGY3m2R3EhLEz5vXvrI7s/PMM5P4deb7+j7zAERERERERERERERERERE\nRERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERE\nREREREREREREREStSwjRTwjR75NPPmnf1n2h05fc1h0gIvq2YgAlIiL6jrONHz8+69VXX521e/fu\n/2iaVqFpWsWgQYOGtXXH6PTFK1AiIosYQImILGIAJSKyyNbWHUCXAe06tlf6dBsy+qy0zj3OFoHA\nWaEVemcIdBACDkAouhABQHhDq/RKAemopCj79298e1+g4tih6gM7drbhUVAbW7NmzbWjRo1aouu6\no7a2FkIIAIDT6dTauGt0GuMVKBGRRQygREQWMYASEVnUBjnQbq6sghlXA0DHHudfn9HzghxdV/sA\ncAghIIQOAKEclhAQukBouYBAeJ0eXicEOvbJgQAqA+7Kz91H9rwMAGVvLlyI41/UtP6xUVvx+Xyd\nNE1zeDweAIAw/pCITiJegRIRWcQASkRkEQMoEZFFrZoDzZ5y/8geg0fPTUltNxgAtGAAQZ8bgCnX\niVD9nhAC0HUImHKgugi3VPdZQABCz1DsKSM69skZAQAjbnzkpqNlH9y+693nPmvN46O2o2maZvyd\nAIj8JDqZeAVKRGQRAygRkUWtdgufnXd/br8rp74ZqKlID3hDFUb+oAZN1yGEgF2RoEgAjFuv8O18\nqJpJhJfX3Z5FbveF8R0NWq0bACDL8qCzLr72bTmt/bivXn3qo9Y6RmpbvIWn1sYrUCIiixhAiYgs\nYgAlIrKotXKgUo+LRz8ScFek67qGoBp6wtig3h0xpE8myqtrsWbrN/D4AlBkCYCRz0JoaKcQ9fNb\nQkQvN+dIdR1BT3X6GQMvm39o24cXu78sOdZKx0n0nTVgwIB2Xbp0cVZUVNQCgMvlcrRr106rqKjw\nlpSU6ACiHi2Yn5+fsnz58kCbdLaF8AqUiMgiBlAiIosYQImILGqVHGinHjnd7alpI4JeN/xBDZf3\nPwMA8MD4C2GTQzF8aN/OmL2iBKoWegqZBNTLcwpzjWhM/jNSLwrjp4AeDJzTc9BVN3z+ZckTrXGc\n1CLkn/70p5eWlpZ+tXnz5m+S2ZB1oG3rhhtuuH706NFD+vfvPxAASktL91ZVVX2enZ3ttdvtozMy\nMiYgnAd98803Z1xzzTU/kiRpcpt2upl4BUpEZBEDKBGRRQygREQWtUoAVVO0brqmdRYAZAnIu6gX\n8i7qFcl/AsD3zuuKAWdlwB9U4Q+qMXlORPKh9Wo/Y/KhwrRMV/1wde07vrWOkyyRAcgFBQUDV69e\n/auDBw8Wz58//8P27dsPbOuOUXJ++ctfvpiVlfUzRVG8iqJ4Z86c+eSoUaOe/Oijj9qlp6ePmjhx\n4rnGdwcNGjTF4/F0b8v+tgQGFiIiixhAiYgsapUyJgXCAUASIvSEeUWOH7cVSTI9zS769j3eUM7Y\n23aY1oeeWK/D5krvik792uHEzupWOFRK0rvvvjsCAK666qr3/H5/qs/ng9/vh9/vDybbFsuYThlB\nALDb7RIA2Gw2P4APr7/++uFut9sDAGeddZavqqrqQBv2sUXwCpSIyCIGUCIiixhAiYgsar1ZOYUA\nBKCqOt7atB8AcP41dZUq2/ZXYMeBCqQodY+zqytT0k2PrEMDQzlFVP40sq2mStACSqsdJyWltrY2\nAwB8Pl+qx+MBYC1/qYenhmEO9NSj63pKMBhce9FFF507fPjwdgBQWlr63z59+vRr6741F69AiYgs\nYgAlIrKIAZSIyKLWyYGqdXlJh03G6s1fAwDcvgBGnNsVhyo8eG3jXnj8QdhCKdDItMVReS3ztMYI\nT+FhmuLYWA/TZwnMhZ3KNE3Tmv4Wfcs4AUBRFBkAOnbs2G7Tpk2b/H7/ZZdddlk+APzyl7+899FH\nHx3alp1sCbwCJSKyiAGUiMgiBlAiIotarQ7UnKcMz1yMNVsP4t9l+yGEgF2WYJMRle+sy3Wifi40\nNvdpHgtvzp2yHvBboSVqOFkHemr4z3/+8xEAVFdXVwHAhg0btrnd7r2qqvq2bdt2GADWrFnz1fXX\nX1/clv1sCbwCJSKyiAGUiMii1rmFtykS4txSO2wyhJAghN7gI+vqPYE+tLKBoZzGttGPvKNTH2/h\nTx+jRo16zPz53nvvXWb6+I7xZsSIEXNarVMnCa9AiYgsYgAlIrKIAZSIyKJWyYFKmlBhd3hlTRNG\nvhMI5akkISCZH1cXXifpkfIkXQ/4U6HrNiOr1disnOEvRJZLQm+NQySi7yBegRIRWcQASkRkEQMo\nEZFFrZIDPbFva/H7j04eAFkJJSRrwytSTe8johdIkiTOu/aOv3XoccG1etAPIP60xuY60egpkXVA\n6NJJO7hWkJOTk2Gz2VIBBO12u6e4uLjeWWuufv36OXbu3Olv6Xabomla5FjMtZu1tbVJHaOmad+a\nOtABAwa0S0tLa6eqqpyWllb7ySefVLRVHwBAVVXZ4XD4iouLT7R2P77teAVKRGQRAygRkUUMoERE\nFrVIDrRdt/M6K3ZHL9kmuaBq9ZJPqqTpWiAYiMyu4Qz/FKb3Eamm90EgCAhdOIzpO0Lbxcl9xuS/\n6vKfCmBzqv36tesCAGeemTEAqqYae1AEJA1yEAAUPbBv7Ybyw809H1YNGzYsc9q0aUP69u37vXbt\n2g0GgOHDh3fTNC0DoRMTVBTFW15eXg4AZWVlHy1evHjF0qVLt1jZ3/Dhw8+YMmXKZVdcccW0I0eO\n/Hf06NFPWOy69MYbb1wFAMFgsJMQQjgcDmnDhg2HZs+e/WHsl3/961/3GTFixMU+ny+QlZU1FAC8\nXm9kvdfrxZw5c66prKzsIUmS3VjucDikzz777NM//OEP+yz2EwAwYsSIrgDQo0eP86ZPn35OIBA4\nC4ALgNdut3+xaNGiTQCwfPnyPc3Zj2HSpEmDCwsLx2VnZ18GAF26dOmmaVo7ALKiKLXl5eXHysrK\nNgHA3r173/jzn//8n5bORxcUFGRPmTJlsKZplwwePPiCrl27dg73AQhdSPkURTmxadOmzzdu3PjG\nsmXL3gGATz/9tKYl+3G64RUoEZFFDKBERBZZLu/JmnT/ZQDQsfeA2zJ6XTBCaGpPAcjRt9J1QzSF\nbr7t1sPrzeVIegOlSAJa0A+hqaY7+OjvxxvKaXxHlu27Sv56wwUfr5rwYwAYOS5rATyBBs6GdGDr\ntkOr7/7N+7PXrNn/jdVzk6z8/PxBs2bNmpmbm/sjXdf7AKGyHADw+Xz1vq8oCgDA6XRCluXasrKy\nF+67777fJFIOc8YZZ6QBwMqVK5/Izs4eJ4To4XQ68frrrz+Vl5f3S4uHIGuatgMAvF7v+QCQlpaG\nt99++6Nrrrnm8tgvv/XWWzN/9KMfPefxeCLHFzs5p9PpjBynIS0tDatXry4cO3bsS7FtrlixYsbo\n0aNf8Hg8xnd1ALjkkkuGbtmyZTMA+9y5c8cMGTJkWm5u7sUAoOt6r7gHI8vHAaCsrOyVe+65Z/Zn\nn312NKmzEVZQUDDwqaeeeiQjI2O8ruv2ho5VURQ4nc7I+8rKyk3Lly9/bNasWSus7BcA8vPzOxUW\nFhbk5ORMA4DOnTsP0XU9BQj9TTU0Gapx3p1O5+cAsGzZst9OnTp1qdV+nO54BUpEZBEDKBGRRQyg\nREQWJV/G1K+f48r8/3si/azz7wAATQsqaq273vQaQN1MnND1ujwlQvnQ8BcinyPTehizcOpGO8b6\n6Bk7I6VLxr8GZuUMP8xO8vnCSR9PAPAE4x+bED2yBnS9+Y2XJlx+3ZQV49/94Jsvkj4/CZowYUI3\nALj77rsfyc3NnR4MBp3V1dUAovN/qampKoBKhIq+Oum6rhi5NLfbDQCpWVlZtxcVFQ0vKCjI++CD\nDxot8enTp08GAAwdOnTq8ePH04FIvlltbLumuN1uL1BXjiSEgNfrjTscU9frcuANDb2MymknyLyN\nqqo6AAwaNCjw4x//+IeFhYW/y8jIGB4IBFBVVQUAsNlskdxjTF4wEwCysrJuX7Vq1fefeeaZ/Mce\ne2xbMn1ZuHDh9IKCgrmVlZUZ5t8rADgcDoSe6whNkiS7pmnG79Lo1+Cbbrpp+eTJk/8+cuTIu5Is\naUpZuHDhjQUFBff4fL5zzH8rqamhEsGUlJQjAPwIlW5BkqTOmqbB5/PBGEHrdrv7A0BeXt4SXdfP\nKyws/G0yx/9dwStQIiKLGECJiCxiACUisijZHKht7O3/esGW4pwSrA3lbCJ5TkTnJAHU5T9N/8Jj\nLCPrhR79/ag8p5HLRHS78XOfpnZMudSERKb90AG3CqddOn/Vy+MXjJmy+oq1a/fVL8RspkWLFl0x\nadKkFwHA6/X2rq6uhqIocLlcUBRl5+bNm9/buHHjvwFgyZIleyRJqpJlWXTv3r3TrFmzrhw8ePDP\nAcDj8fTWNA01NTVwOBxDFi9evHTs2LGjAKCkpMQbb99+v18AQG1trQdAeksfWyI2b968CcCf/H5/\nYODAgf0AoFOnTpOM3Kgsy9i4ceOSqqqqPQAixaAOh0NZt27d1kT24fV6dQB45pln/qIoyuU+n092\nu91wOp3o0KHDUQAoLy/ftnbt2j2SJDmGDh2a1alTpxy32w1JCpVHh8/rBbNmzVr24YcfXpFoPeiC\nBQtuzc/P/9uxY8ckIFTbmZaW5lm3bt1KAHC73a+//PLLu/bu3atNnjz5rIsuumhsbm7uJADweDyZ\nqqqiqqoKDofjto8//vjMSy+9dAoANJULfeaZZ4bl5+f/qX379pcdO3YMiqKgXbvQaM3y8vK169at\nW7ZgwYL1+/btO6Kqqs/hcKQBwOTJk3sOGzbs+tzc3Bs8Hk87TdMi5+DEiRPIz8+fLYTYO3369IWJ\nHP93Ca9AiYgsYgAlIrKIAZSIyKKkcqBX/Orle5QU55RgrSc6z2mu8TTVY0ZylUYNZ8yY9UiuMs60\nHA09si6yXZw2Y6c1bpoIP/LO+K4e+uwXcHZIGf77n+fceOnafc8mc46a8vTTT/efNGnSa8ePH+9g\nLFMUBX6//3+LFy9+7KWXXnqtpKSkqoHN9xUVFW3Oz89fDAB/+tOfljqdzss1TYPf70e7du0unjt3\n7mwAGDly5L2N9aOlp7+IbauxNh9++OESACUAsGzZsssBYMyYMZOMWsjU1FTcc889c7ds2bIu2T4Y\n+5UkyRj3fSUQGkd/4sSJTcXFxfNeeumldwBg+fLlX5s2T1m0aNG0vLy8P1dWVqYZC8Pntf+TTz75\n8MiRI+9sbP8LFiy4GgDy8/P/WlFRIQFASkoKfD7fhueee+7Wu+++e1PsNuvXry8DsHrKlClPA8AT\nTzzx99TU1FGBQAB+vx8pKSkTPv7442cAoFu3brfF2+/cuXOvAoDbb7/91RMnTqS53W4oigKfz7d+\n8eLFDwPAXXfd9W6cTcsBYN26dXsBfDx37twlEyZMWOxwOPqYx8qfOHECkydPfuTJJ598Y+vWra0+\n/cipjFegREQWMYASEVmU8C18x76X9Mroce59wVp36Oa9kVvt+k+Gb/xWO3pbmLaNbjPq9jBem8nc\nkgodoVt2EfoZ6U94uVvDgOxOM/v1wz937kSLPR28b9++PXw+XwfzMofDIW655ZYbVq1a9VkibSxf\nvvwwAKiqOm3hwoWfVldX95QkCTU1NcjJyfk5AOTl5S0qKiqy9KT6VpYKRP/OhBBINcYdWmS0pygK\nMjIyvl6+fPnvZs+evaiRUqBAYWHhfF3XfePHj18IAB6PRzGd12kTJ0588tVXX407VDY/P//MgoKC\nvwHAsWPHFEmSjNTMloKCgms++eST8sb6u2TJkq/C245/4YUX3rXb7ZeYUjO3AsCiRYs+KCwsXBa7\n7dlnn30+AHi93jTj1tvhcIhbb731tpUrV9ZLGzRk1qxZxbquT7npppv+U11dbQzzBAD4fL4+M2bM\nGH7PPfe8k2h73wW8AiUisogBlIjIIgZQIiKLEg6gPUb+aIoQeicj/1mXhqw/M2ZD+cuGvlv32ZgG\nRE+qzXrtmUmhaUskXUiSLqRI6ZJRshT10gBoofeqik6ZKVkP3fy9wS13ugG/36/FHo8QQuzduzfu\n0MvGrFy58kBJScmfnE5n5LgDgUBKIBBI+dnPfnZXY9vG9sEYRmmVruvQzY8tTLI0qt7v2ML+zdsr\nimKU8iycMWPGRYWFhf9M5LFwP/nJTxa73e533G73O4qiRPqiaVp6YWHhlQ1td+edd97ndrt7u93u\n3sbxuFyu4CuvvHJnU/lPs/fee89z5513znS5XDXGvt1uN9xuN66//vrfjxkzpkPsNoFAIBgIBIKx\nf1O7du1K+kTedddd6zZt2rTU6XTC+LsyXn379j032fZOd7wCJSKyiAGUiMgiBlAiIosSDaBSRq/+\n12gBX1I5ybrlesP1oHHaS6zNuhrTxvJmkiQHAaiapnXQNK1DJNcptLq8Z71caPila/LZvdN+0ELn\nOiLe8TqdTqXpLet79tlnl9lstnKjndraWtTW1mLw4MHX5ubmdk+0Dy3Farst0R/z9g6HQzgcDvGL\nX/zij0uXLj2STDtLliyZv2TJkvmxOcBgMDgo3vcnT57cMzc3d4Zx7oUQkGUZR44ceffuu+/+ONnj\nWLVq1eclJSULYvfv9/vPvfHGGyfHfj9e/jmcg7U0bfn69etfNXLI5vYCgUDyUwCd5ngFSkRkEQMo\nEZFFDKBERBYlFEAnTL35TFtaxnm6pjaRk2wop4m4dZ+N5znRaJux28cjSTL87uqvAYjOXdIGdu6S\nNhCqOeepIVQPqqFeXhQaUBtEVk7HkS12tk+C5cuXHz527Nh6WY7+VWqaljlt2rTL2qhbbU6E7d+/\nP+kx9QsXLixduHBhqa7r1TFtdo73/by8vOs0TetoXuZ0OrFp06aXk923Yc6cOQskSYqaatrr9WLw\n4MHTcJIvfJYuXfq1rutBXdej5v+WJKnlkuWnCV6BEhFZxABKRGRRQgG054ix50BTuxq31bGlRPFu\nqRu81W6ybCm8CWK2Rcx30fjtOwDIKQ4c27drKQBp8Pd6XTr4e70uRa0fkeGasS/ElDWpKjpmOs4b\nmZXecWRWescGd5SkuMffDMXFxetSU1PrtdezZ8/vJ9qH5g7ljHdMbVnGZLzsdnvS7ciyfEKW5RNC\niKMx7cVtbPDgwdcY5Uum8+leunRpiaUDAVBWVrZNluX/mdvUNA2ZmZmDhgwZ0ifeNi34NxUUQgTC\nrxb7Gzkd8QqUiMgiBlAiIosYQImILEoogLq6nj0AQPhRcKacZPgfYj7X5WBMn02zeAphXhZnewhA\n1+vtAzC1qde1GY8kyVB93i1H3p+7YN4fLxkDLTgQWnBg0yVMOqJypKraPaBIvQKK1KuZ5zqipXOg\nDodjR+xQPq/Xi9zc3CwAcYfzteT+47WXbJsnKwdqsZ2gECKo63rUI+JkWa7XYE5OTkanTp3OU1UV\nMd89sHPnzm8sdQDAvn37fOvXr98eO5xT07QOBQUFFzTQ7xb7nbb03+jpilegREQWMYASEVnEAEpE\nZFFCAVRTA+eb85bmGs16NZnmXKU51ymiP0ctg2nbqDbj1Z1GtxmPJMmQne0O7/hkTeGAAVCmTs1+\nHL6gDF9Qjn58XWw9aJx1ECm3Tu7T69bJfVosB9rSlixZcih2maZp6NKlS9eRI0dmtEGXvtVUVZVU\nVZUkY07fRjidzm66rp9hXqYoCo4dO3Z8y5Ytnub0o7y8/CtFqf+Uw3POOef85rRLLYdXoEREFjGA\nEhFZxABKRGRRYo/oF3qveOPWAaNerH6u0liH2OWiLncpdAFIEmRbCoTQASGgh9dJsTVoQocUtc/6\n+U9JCv3/IODxrPnik9fuCG4r+nLDgZtfcqVIWfAbTwYzcpyi7r1RTypMnyNj4wXOPadd76TPbAPM\n9YKR0ysEgsFgI1s1bteuXR5d11UhRNTvMxgMpgcCgQwAFbHbGHWjxv6bK7atRMdOq6oa+X5z+qNp\nWtw2mnNeY89RA8fTAYDL3Gen04kPP/ywxvKOwxRFOWrug9EPv98flXPVNC2yztzf5hx7vN8n1ccr\nUCIiixhAiYgsSnCWPZERVWLUxG165HI/zm04IEO2hXYrgK8Dnqo9NQe3Vgmh6wAkYbpN0o1baT18\nkx1uVzcP4RSQZEnye/1il7fi6GoAqFz/8sdTx3Tq8M83Z77iTLFNgj8Y3nd4r6bb88j7SPvmx9uF\nbwN9wa7JnNTWpiiKH4Af9X+fqeEXnSSqqtb7byg8lNPXAs0HGljO3+kpglegREQWMYASEVnEAEpE\nZFFCOVAhYI96DF2DeU5ElylFlS7pkO1OBGo9H3396TtPAcA3H729BjjkbamDyR9zZhcAeHBN3h2D\nhnW/F55Ab/gCCOUyjTxn/FKlyLrY5ToAIdq1VB+B+mVYLfk4uZhlNkmSGvwdJ1ty1Bhje6tlL80t\nY2qpNuK1afyMd44kSRLxzr2mafXHYCZJ13Wpgb8VNd73W/L4rZalfdfwCpSIyCIGUCIiixhAiYgs\nSjQHGjW1Qbw8Zyj/qdfPwwgBIXTIKWnq4a0f/ebLlU8+brQ7b84V15zT++Lvy8LWXUjxp55okA4A\nKiRJCOgiZcTQM7o6M52hqQ6CWmdU+xDJfcYO14ytARVx6kCNXKixrAW1dA5UlmVFCKHEyYFquq5r\nTfWhJYfpiZi/i2S2OxlDOZsjwfZqdV3XhBCRnKfX68XQoUPbN7sDQFq8vxUhRFUz+psQDuVMDK9A\niYgsYgAlIrKIAZSIyKJEc6CVRr1nImPh6+oqw1O82h36/tIPbtnz+pz58+Zc/oPpBblzAMCZ4cqC\nZiG/KLT6+craAEJ5TyC6ljMmjxmV3zTXfSJmubGdACCaNTVDve7Xz1U2qz1VVVOFEI44+/EJIWqb\n6kNLPs7Oapst0Z+TeUwNtacoSoUQohJAprFMVVVkZmamA1AAxM1BJ0JV1c7xzqvNZjtgtb+Jaum/\n0dMVr0CJiCxiACUisijRJ9Lvj9y+G//Mt+mIua1H3e29bLOj8sDOv+x5fc78V1+8etKEqbmLUOlP\nAQBU+xPvaYOPnWugVCleSZK5nXptoP73hQ4IGSk28U3iHU3gUFq4jGny5MmZAKTYdmRZrggGgyea\n6kNL3u6eTkM5E2nv8OHDh2VZPiyEyDQvV1X1zCFDhnQtKSmpN2NqojIzM882yrPMfVq8ePEXVvub\nqOYOzf2u4BUoEZFFDKBERBYxgBIRWZRQAJVtti+EKddpKu+py3+a8p5Rwz5l5eCW9xfOnjru7PMn\nTB38Txz3pUATgJZoTkWEypbMU22YX9BMn7Xwy1iuxSw3t6NFt1GvHSNXquHLvZ6dX+717Ezy3MZl\nnpUz6jw1Q+/evS8Aos+9LMs4duzYwbKyssp428TpQ3JDaZtuL+FZOeOdE2O2zub2oTkSaW/fvn2+\njRs3bnc4HLHfPaNnz55nN2P38tChQ8+pra2N3f/hnTt3fmX+oq7rkRlEW+rYDeb2jNk/qQ6vQImI\nLGIAJSKyiAGUiMiihAKo+8iBHfGGckYN3Yx81iOfZZsdJ77+cjm+3lrxwD2X/gaeYHKP+IrKdzaQ\n66y3Lk5+M946NLCdOUeq64CkV/3jlT07//HKnhbJgZ4MHTp0+F5sfsrhcKC0tLQ40TZUVU1r8Y41\ng5UcaFupqKh4S5aj/1OSJEmeNGnSFVbbHD9+fC9N0841L1MUBdXV1eu3bdt2xGq71LJ4BUpEZBED\nKBGRRQygREQWJRRAv1n/xi4BHIEeP/9Z/3O4VFSScPSLbW9e1K9Th4HDevwAvkTyWuEa07h5yiZq\nORvNmSa5Djog66g47tuxfov/6/Vb/F9bPsuxR9iC9YpXXXVVp6FDh46MrReUJEkcPHhwdez3bTab\nbrPZdBECIQR8Ph+GDh16brz2T/YxOZ1OOJ3Oetv26dMn6ZPS0nWgsbWVDdW1rlq16t+SJJWbv+vz\n+ZCTk5OH0CPtkjZ58uTLJUnKMLfpcrlQVFT0UkPbtHYNLPEKlIjIMgZQIiKLGECJiCxKKIC+vnT+\nIX9N5ZeQpai6T3P+s+5zXf5E13T16Pb39ykZohc0cWbTexLxc5MJ13ImO95dM7URJy/qALaWVr5d\nt/HJEwwGA1a2u+uuuyYFAoHuxmdZliHLMqqrq7fce++9n8V+X1GUqvCrxshrhaegGHr11Vf3vvrq\nq3tb6IYuSZIuSVLS87Ps3r1b2717d71z++Mf/zjVQj/axPLlyw+XlpYucjgccDhCM6uEz+ngRx99\n9BoLTUo5OTk31daGZmMxfqeVlZVb//znP7/Vgl2nZuIVKBGRRQygREQWJRpARfX+L/4t2VIaHMoZ\nd2gnhAZJ1hRdqTdjZP09JFBuBPNMm03d4ptvzxsarhnv0Xjh7+saIGmBF1YdXWXx3DZ8qDHnS9M0\naciQIWcn287YsWN75ebmPujz+aJKXVwuF1asWDEXQL05U4qLi2uLi4trN2/eXGaUDwGA1+vtNGfO\nnEfmzJnzSLL9mDp1ajdVVTNUVc1ItvRl6dKllUuXLq3UdV2Yt/N4PD2T6UO8x7m1ROlNom3Nmzfv\naZfLdcjlch0ynVMpLy/v95dffnm7ZPb53HPP/aRjx44jjek8jN9pUVHR/x06dMgb+31N02B8l2VM\nrYtXoEREFjGAEhFZxABKRGRRwgH0m7I1KyHgj81zxh/Kqdc91g6QVAmNJFBE4qVIjT7GLjbXGS+3\nqcXZR5ztoAOygKda/ejF145ub94pjnPEMefM5/NJv/vd7xa98847j+fn5/dpavv8/Pw++fn5fR5/\n/PGlHo+np9FOuNTlw8rKyg8ffPDBBof8AUBpaek/7XZ7pA+qqsLpdM5wOp0z3nvvvWcSydsNGTIk\n/e9///vtc+bM+czn853j8/nOsTCUc5fT6dwly/J+8zDIYcOGXZ9QAyYtnbdLpq2VK1ceKCoqureo\nqOhel8sVOacOhyPr+eef/9fll1/uTGSf//jHP0aNHz9+rtvthhACdrsdNTU1/6qpqfnXAw88sLKl\n+tsU5kATwytQIiKLGECJiCxiACUissiW6Bc9uzZsD9S6X5FleTp0vd40xqFcppEvCW/UVN4kMhxT\n1P0UxmhA83LT+8h2IjpnGbve3KbRRqRPMdvV26cA2tnwyoLDc+saPbk8Hk9G//7975s7d+5NN954\n4+qSkpKVALBixYrPNU07brfblV69enW75ZZbfpSdnX0HAHi93m6qqkKSQkNsO3TocPinP/3pbeEm\ng43t74EHHnh/4sSJ81NSUm4IBAKQJAl+f6hstH///rP++te/jtq2bds/ly1b9vHOnTuPSpIUAAC7\n3d5+4sSJvYYMGTImOzt7QjAYPLeyshKSZG1W5OLi4hMAsHXr1iUDBw683+PxQFVVpKen/3DevHm/\nnTt37hMAsGPHDrelHbSim2+++WUAeO+997Kzs7Pvq6yshN/vR0pKyqR58+Z1LSoqegQAXn311U9L\nSkoiv5+JEyf2nTlz5lQAuPDCC++vrKxMA4CUlBQEg8G1eXl5s9rgcCgBvAIlIrKIAZSIyCIGUCIi\nixLOgQLA1lefenjwtEeuDLqrekZyoOEpOIQuYP4XWhkvBypMy2Pym0Ze0tg2Xo4UiLNcr8uLxq6P\n+m5D+zRvB8Auw+dW37zx4Z31psRoCbF1dUIIzel0egG0r66u7tS/f/9pAwcOnAYAhYWFHgDHhRCK\nJEndhBByTU1NVHuyLKNDhw7lK1asmPLmm2/+L9Fu/OQnP7lz4cKFndLS0q7zeDyRFR6PB6mpqReO\nHDnymUsuuUQHcBSA8bi99pIkddR1HdXV1bDZbHC5XJH8qTG9cngKjISLBx988MHHlixZcmVKSspF\ngUAAXq9XGjNmzENjx46dBAAlJSWf1NbWbl+/fv2qp556ak/cAzKd15YcBx/7vik//OEPf/Xuu++K\nrKys+71eL/x+P2w22xXTp0//EABmzJhRVlJScqCyslIbNGhQ58zMzP6qqnYEAK83NNQ9LS0NXq/3\nrenTp0/fsmWLp+G9Ndzf5ohtp7EpTb7LeAVKRGQRAygRkUVJ3cJXfv7ZvoOb3i/olnPlK3qgtgcA\naAF/3Y27eYgn4txGmMuPAETfZptut0Mbm26/G9uuqVIlc7kTovdj3rfBpcBXq23Lv3nHHWilEiZZ\nlvW//OUvU0eOHPm9iy666EZd17v4fD4AgKZpaZIkpZm/b5xXRVGQlpaGysrKD55//vmf//rXv96W\nzH6Li4trr7vuuslPP/30wxdeeOEvgsFgGgD4fD5ommbcTsoAIrMJCCHgdDqhKArat28fPH78+KZP\nP/10wQUXXHAFAHTs2HGScatnlD4loqSkpGrmzJnjn3/++b+1b99+QiAQQPiJ7OcDQHZ29vnt27eH\nEOI4gHq38A6Hw+5yuSKfXS6XDACyLCd9kaBpmhRuw2WUZ7lcLjgcjoSGYwIQo0eP/tXjjz++edy4\ncY+kp6df4PF4YEqT5GRnZ+coigKfz4eamhooihLZjyzLR7Zt2zb3rrvuemrHjh1NnkOHw2E3tjW4\nXC7ZyrEDgKIoclpaWhoAmI8/NTXVbqW90xmvQImILGIAJSKyiAGUiMiipHKgAPBF0ROfHtmxYWTf\nS8Y+CACuM/teLel6j7rH2enQwzk62eZwQNhDQbrBoZOxeco4pUiyABwSIvFeGOvlmPfm8ikJEFK4\nbSn02VhnfBYCUf8PkXFky3b3m/f98X8Pvftf76Fkz00iVFWtVxLjdDqV1atX737qqafemDhx4j/y\n8vKuu/DCC68DgMzMzPN0XY/MuimE0GVZPggA1dXVW4qKihb+6le/ehWAaqU/O3bsCIwePfo348eP\nf+WWW265CQCys7Ov0DStB4A0hM5wLYAaAFAU5WhJSclOj8ezdvny5Z+tXLmyDADmz58/EAB+8IMf\nwOv1GsdXb0qRxqxdu/bweeedN/HRRx8dM2jQoCnZ2dk5mqZ1Da9OFaFGq+Ntu2nTps91XX/Z7/er\nkiRJKSkpGgCUl5eXJ3tOfD5fEADWrFmz2O/39xBCaA6Hw1ZaWvrfZNq5//77X5k3b947N99883XX\nXnvt9enp6f0BQNO0MyVJShNCICUlxSfLcvmJEyd2AcCGDRtef+WVV1a89tpr+xPdT0lJyTYAEEJE\nHb+VYweA6urqivfee+85APD7/U4hhHA4HLaysrIyK+2dzngFSkRkEQMoEZFFDKBERBZZewaZiavL\ngDOVFP1sHaJejZwkybr7wOcbLhvWddDaNdM/hcffQK1nbM0n6mo5nRI2rDvy+1vv/+wtK/0TgJTm\nFCmKopiONTpdqEEKhvqrfv3xRl/CuScr5s+f//1Ro0a9bwzZA4DU1FQ9Ly9vWElJyabY7+fm5na3\n2WzdhRBpkiQJXdfdNpvtIACsW7fuyMno44ABA1JcLlcPY59CiFpN06oBoLS0NG5e7cUXX/wXAFx5\n5ZU3eL1euFwufPDBBy/OmDHjp1b7MWTIELuqql0BQJblVEVR9IMHDx6ON7Xvt0FWVlZHALDZbGfa\nbLY0IYQEoDYQCBzdsmXL0TbuHlnAK1AiIosYQImILGIAJSKyKOk60Fje8h2HARxu7Du6osh10wo3\nNjVHvPHuEiD0Y2pA3606RVIBP1WH5IU3sLkUx5M+sFPE5s2bvwHwTWvuMzz+ency22iaFm+c+Inm\n9CM87cXB5rRxKtm6dWtF+G1Fo1+kbw1egRIRWcQASkRkUbNv4RNm3KYn++R4r8Cw7IxHyz65+v8Q\nKvtAvafQm2fnNNrVBSDpElzYfcVVJd9fW1ZV2WrH2oQ4T6Rvw960jMzMzC5A6In0puM7KcNhiU4V\nvAIlIrKIAZSIyCIGUCIii1ovBwqt4eGaTU29oQsXPLoraghoojN66lInTW/+kNWWdBrmQKVBgwZ1\nBBCZtkIIAVmW486eSXS64BUoEZFFDKBERBYxgBIRWdTKdaAaEpqeOPL92EfdmetHjZypD9DV8LJw\nqlOyoy4vKlua6oISd+GFF3Y1TzsCAEIIdcWKFUkNByX6tuEVKBGRRQygREQWMYASEVnUSjlQNZz/\nNI9hB+rlN5scJx+zne4DnOcB6aNDyypXh1Z7twNSSuscmgWnWx1oXl5eDoBuQN2xSJK0f9u2bcyB\n0mmNV6BERBYxgBIRWdQ2j7OLewsfp4ypwafVC0D3A46+QK8/AUp6aHH6D0M/99wB+L46pW/jTyd5\neXl3+Xy+yHBZh8OBrVu3frR79+6qtuwX0cnGK1AiIosYQImILGIAJSKyqFUCqKRCRIZyGuVMMH02\nT8kRlSs1PwJPi16u+4EOo+rynwCgZIRe6aPD+wGgSCKQWqW1xnEmQlXVSBmT+fVt9eyzz/42LS1t\njKZpkek8bDabXlJS8o+27hvRycYrUCIiixhAiYgsYgAlIrKodQKoLB8CtOro3Ga8/KYWnScVMblP\naIhMDSJ0QATj768u/4mKY8Hy9evhbpXjTNDpkAO9+uqre5eWlr4wZsyYhzweT+Q4XC4Xtm/f/vTs\n2bOL27qPRCcbr0CJiCxiACUisogBlIjIolYZC//x+iP7PNW1H6bZpHHQzNMax5myI3a6j4bGyUsS\nUPk2kHENYO8aWh48EvpZ9TYg2QCXgu3rK4vqNiSrcnNzuwPAdddd13/QoEETs7Ky8r1ebxe3O5Re\nTktLAwB4PJ5F991334Nt11Oi1sMrUCIiixhAiYgsaq3H2elLln750E23D7gcx4PpkafOx96exz6R\nPt4j7Yx1sAH+PcDenwHpV4WWV/079NO3B3CmwudWS//w7DfPt9IxJuzb8ET6xYsXf9/j8eRKkjQw\nKyvr/M6dO58NALqud9c0DTU1NQBCj66z2+3V27dvfwwAxo0b9wSYMqHvCF6BEhFZxABKRGQRAygR\nkUWtNqXHzF9v3pLZOWXKhOvPXoQqfyYAQDXPtmkqZwJiZuM050hNJAfg3wsc+Vt4Qfhw2rvg82pb\nJ96yZfI762uqT/axJcPhcMgulws+nw8AoGmnzJP2oqSnp985cuTICX6/Hz6fL5LzBABFUeByuSBJ\nUvXWrVuL5s+f/9Qbb7yxvQ27S9QmeAVKRGQRAygRkUUMoEREFrXetMYAJt6y7u3Ct/dd+tzjQ/8I\nAM4OtnEI6EBtTK4TaLgGNJZkD70cMmCXPACwZbt7/t2PfDX7/Q01x0/+USVn/vz5G4UQv+jfv38+\nAGRmZg53Op02WZZPqf+ZHT169HVFUSYIIeBwOCLLZVk+dPz48f+VlJS8tmrVqrdXrVr1ZRt2k6hN\nnVL/0RIRfZswgBIRWcQASkRkkdSWO3/+sYFXDMtOn5GTk34FNL03oANGXWStaVqPWIoUynkCoYHk\nirSjbGvN6ief3/ciALz8+okdrXMEzTdu3LjcKVOmjH7ooYeW79y5c1db98dw8cUXn3XbbbfdEQgE\nqu12+4EVK1bsBYD9+/fvKSsrO9jG3SM6JfAKlIjIIgZQIiKL2vQW3jDkPHQuzOue0/fstIs7uTAU\nAC4Z3KEHNL0TBFIRCvQqFLkGAI4d85/4bEvNV1BQPH9F+YaNX3l3HDiA2rY8BiL67uEVKBGRRQyg\nREQWMYASEVl0SuRAGyIqP+4IVXFBssnQZBUi9Ew16Ywr3W3dNyIiXoESEVnEAEpEZBEDKBERERER\nERERERERERERERERERHRt1NbDeWM3a/VfogG3hMRnXQspCcisogBlIjIIgZQIiKLWjoHKsX5KYd/\nxr6H6b0Uszy2vdj8pmjkBQC66bMesy5ee0RESeMVKBGRRQygREQWMYASEVnUnBxobJ4z9gXTe6WR\n9bG50dg8qsGcx4zNb+qmF0zvtUbW6YifHyUiSgivQImILGIAJSKyiAGUiMgiKznQeHlMxfTTeCHm\nc+wrdltzPjS2f+b6TuNzbJ5TC79geh/7Mq+LzZEi5j0RUaN4BUpEZBEDKBGRRbYkvx9blgTUvzW3\noe4W3Wb6bH5vvsW3oX6Zk7Ev8y18Q2VKKurfpqum5eb3xjo5/Fky/TTjbTwRNYlXoEREFjGAEhFZ\nxABKRGRRsjnQpjQ0DLOhzw092i52XbzvxtumoX029J6IyDJegRIRWcQASkRkEQMoEZFFyeZAzfWR\nsY+WM2o1FdTVXNpQV4uZ7FBOybQP473VoZxqzDrz9zmUk4gs4RUoEZFFDKBERBYxgBIRWXSyp/Qw\n5zcbG+9+Mqb0MOc3NdTPc3JKDyJqFl6BEhFZxABKRGRRSw9rjB1WGe8W3fyYOinOK17/Ym+xRQMv\nPWa9HrPcvI6IqFl4BUpEZBEDKBGRRQygREQWtcWj3RJ91F088XKXoon1REQnBa9AiYgsYgAlIrKI\nAZSIiIiIiIiIiIiIiIiIiIiIiIiI6Nvp/wEx+n2P/VOS3QAAAABJRU5ErkJggg==\n",
       "prompt_number": 15,
       "text": [
        "<PIL.Image.Image image mode=RGBA size=336x308 at 0x7FBBBE2C93F8>"
       ]
      }
     ],
     "prompt_number": 15
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "def blend(alpha):\n",
      "    Display(Image.blend(im,impy2,alpha))\n",
      "\n",
      "interactive(blend,alpha = (0.,1.))"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "display_data",
       "png": "iVBORw0KGgoAAAANSUhEUgAAAVAAAAE0CAYAAAB6jWuVAABXG0lEQVR4nO29aXRc13Wg+517a8I8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\nAAAAAElFTkSuQmCC\n",
       "text": [
        "<PIL.Image.Image image mode=RGBA size=336x308 at 0x7FBBBE2E77A0>"
       ]
      }
     ],
     "prompt_number": 16
    }
   ],
   "metadata": {}
  }
 ]
}